Optimization MethodsCovers optimization methods without constraints, including gradient and line search in the quadratic case.
Self-Concordant FunctionsExplores self-concordant functions, their properties, definitions, and optimization in mathematical problems.
KKT and Convex OptimizationCovers the KKT conditions and convex optimization, discussing constraint qualifications and tangent cones of convex sets.
